Pandas Profiling Report

Dataset statistics

Number of variables	43
Number of observations	125973
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	41.3 MiB
Average record size in memory	344.0 B

Variable types

Numeric	29
Categorical	14

Alerts

`num_outbound_cmds` has constant value "0"	Constant
`service` has a high cardinality: 70 distinct values	High cardinality
`src_bytes` is highly overall correlated with `dst_bytes` and 10 other fields	High correlation
`dst_bytes` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`hot` is highly overall correlated with `num_compromised` and 1 other fields	High correlation
`num_compromised` is highly overall correlated with `hot`	High correlation
`count` is highly overall correlated with `src_bytes` and 11 other fields	High correlation
`srv_count` is highly overall correlated with `count` and 1 other fields	High correlation
`serror_rate` is highly overall correlated with `src_bytes` and 9 other fields	High correlation
`srv_serror_rate` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`rerror_rate` is highly overall correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly overall correlated with `src_bytes` and 13 other fields	High correlation
`diff_srv_rate` is highly overall correlated with `src_bytes` and 11 other fields	High correlation
`dst_host_count` is highly overall correlated with `count` and 5 other fields	High correlation
`dst_host_srv_count` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`dst_host_same_srv_rate` is highly overall correlated with `src_bytes` and 12 other fields	High correlation
`dst_host_diff_srv_rate` is highly overall correlated with `src_bytes` and 6 other fields	High correlation
`dst_host_same_src_port_rate` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_serror_rate` is highly overall correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_srv_serror_rate` is highly overall correlated with `src_bytes` and 7 other fields	High correlation
`dst_host_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`protocol_type` is highly overall correlated with `srv_count` and 2 other fields	High correlation
`service` is highly overall correlated with `protocol_type` and 2 other fields	High correlation
`flag` is highly overall correlated with `logged_in`	High correlation
`land` is highly overall correlated with `attack_category`	High correlation
`wrong_fragment` is highly overall correlated with `attack_category`	High correlation
`logged_in` is highly overall correlated with `count` and 6 other fields	High correlation
`root_shell` is highly overall correlated with `su_attempted`	High correlation
`su_attempted` is highly overall correlated with `root_shell`	High correlation
`is_guest_login` is highly overall correlated with `hot` and 1 other fields	High correlation
`attack_category` is highly overall correlated with `protocol_type` and 3 other fields	High correlation
`flag` is highly imbalanced (55.8%)	Imbalance
`land` is highly imbalanced (99.7%)	Imbalance
`wrong_fragment` is highly imbalanced (95.1%)	Imbalance
`urgent` is highly imbalanced (99.9%)	Imbalance
`root_shell` is highly imbalanced (98.5%)	Imbalance
`su_attempted` is highly imbalanced (99.5%)	Imbalance
`num_shells` is highly imbalanced (99.7%)	Imbalance
`is_host_login` is highly imbalanced (> 99.9%)	Imbalance
`is_guest_login` is highly imbalanced (92.3%)	Imbalance
`attack_category` is highly imbalanced (60.0%)	Imbalance
`src_bytes` is highly skewed (γ1 = 190.669347)	Skewed
`dst_bytes` is highly skewed (γ1 = 290.0529108)	Skewed
`num_failed_logins` is highly skewed (γ1 = 53.7644243)	Skewed
`num_compromised` is highly skewed (γ1 = 250.1078834)	Skewed
`num_root` is highly skewed (γ1 = 236.913724)	Skewed
`num_file_creations` is highly skewed (γ1 = 55.66534083)	Skewed
`num_access_files` is highly skewed (γ1 = 45.55496112)	Skewed
`duration` has 115955 (92.0%) zeros	Zeros
`src_bytes` has 49392 (39.2%) zeros	Zeros
`dst_bytes` has 67967 (54.0%) zeros	Zeros
`hot` has 123302 (97.9%) zeros	Zeros
`num_failed_logins` has 125851 (99.9%) zeros	Zeros
`num_compromised` has 124687 (99.0%) zeros	Zeros
`num_root` has 125324 (99.5%) zeros	Zeros
`num_file_creations` has 125686 (99.8%) zeros	Zeros
`num_access_files` has 125602 (99.7%) zeros	Zeros
`serror_rate` has 86829 (68.9%) zeros	Zeros
`srv_serror_rate` has 88754 (70.5%) zeros	Zeros
`rerror_rate` has 109783 (87.1%) zeros	Zeros
`srv_rerror_rate` has 109767 (87.1%) zeros	Zeros
`same_srv_rate` has 2766 (2.2%) zeros	Zeros
`diff_srv_rate` has 76217 (60.5%) zeros	Zeros
`srv_diff_host_rate` has 97574 (77.5%) zeros	Zeros
`dst_host_same_srv_rate` has 6927 (5.5%) zeros	Zeros
`dst_host_diff_srv_rate` has 46989 (37.3%) zeros	Zeros
`dst_host_same_src_port_rate` has 63023 (50.0%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 86904 (69.0%) zeros	Zeros
`dst_host_serror_rate` has 81386 (64.6%) zeros	Zeros
`dst_host_srv_serror_rate` has 85360 (67.8%) zeros	Zeros
`dst_host_rerror_rate` has 103178 (81.9%) zeros	Zeros
`dst_host_srv_rerror_rate` has 106616 (84.6%) zeros	Zeros

Reproduction

Analysis started	2023-04-15 19:01:45.359387
Analysis finished	2023-04-15 19:06:32.908119
Duration	4 minutes and 47.55 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

duration
Real number (ℝ)

Distinct	2981
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	287.14465

Minimum	0
Maximum	42908
Zeros	115955
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	42908
Range	42908
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2604.5153
Coefficient of variation (CV)	9.0703947
Kurtosis	156.07681
Mean	287.14465
Median Absolute Deviation (MAD)	0
Skewness	11.88023
Sum	36172473
Variance	6783500
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115955	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
27	197	0.2%
6	193	0.2%
28	181	0.1%
7	127	0.1%
Other values (2971)	5282	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115955	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
6	193	0.2%
7	127	0.1%
8	98	0.1%
9	95	0.1%

Value	Count	Frequency (%)
42908	1	< 0.1%
42888	1	< 0.1%
42862	1	< 0.1%
42837	1	< 0.1%
42804	1	< 0.1%
42778	1	< 0.1%
42746	1	< 0.1%
42723	1	< 0.1%
42699	1	< 0.1%
42679	1	< 0.1%

protocol_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

tcp	102689
udp	14993
icmp	8291

Length

Max length	4
Median length	3
Mean length	3.0658157
Min length	3

Characters and Unicode

Total characters	386210
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tcp
2nd row	udp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	102689	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tcp	102689	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Most occurring characters

Value	Count	Frequency (%)
p	125973	32.6%
c	110980	28.7%
t	102689	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	386210	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	125973	32.6%
c	110980	28.7%
t	102689	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	386210	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	125973	32.6%
c	110980	28.7%
t	102689	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	386210	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	125973	32.6%
c	110980	28.7%
t	102689	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

service
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	70
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

http	40338
private	21853
domain_u	9043
smtp	7313
ftp_data	6860
Other values (65)	40566

Length

Max length	11
Median length	10
Mean length	5.4664492
Min length	3

Characters and Unicode

Total characters	688625
Distinct characters	40
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	ftp_data
2nd row	other
3rd row	private
4th row	http
5th row	http

Common Values

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6860	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6860	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Most occurring characters

Value	Count	Frequency (%)
t	145597	21.1%
p	88151	12.8%
a	51384	7.5%
h	49666	7.2%
e	49119	7.1%
i	48525	7.0%
r	34885	5.1%
_	29465	4.3%
o	24559	3.6%
n	22585	3.3%
Other values (30)	144689	21.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	651479	94.6%
Connector Punctuation	29465	4.3%
Decimal Number	6185	0.9%
Uppercase Letter	1496	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	145597	22.3%
p	88151	13.5%
a	51384	7.9%
h	49666	7.6%
e	49119	7.5%
i	48525	7.4%
r	34885	5.4%
o	24559	3.8%
n	22585	3.5%
v	22472	3.4%
Other values (15)	114536	17.6%

Decimal Number

Value	Count	Frequency (%)
4	1708	27.6%
3	1656	26.8%
0	866	14.0%
5	862	13.9%
9	862	13.9%
1	148	2.4%
2	79	1.3%
8	3	< 0.1%
7	1	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
Z	862	57.6%
C	187	12.5%
I	187	12.5%
R	187	12.5%
X	73	4.9%

Connector Punctuation

Value	Count	Frequency (%)
_	29465	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	652975	94.8%
Common	35650	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	145597	22.3%
p	88151	13.5%
a	51384	7.9%
h	49666	7.6%
e	49119	7.5%
i	48525	7.4%
r	34885	5.3%
o	24559	3.8%
n	22585	3.5%
v	22472	3.4%
Other values (20)	116032	17.8%

Common

Value	Count	Frequency (%)
_	29465	82.7%
4	1708	4.8%
3	1656	4.6%
0	866	2.4%
5	862	2.4%
9	862	2.4%
1	148	0.4%
2	79	0.2%
8	3	< 0.1%
7	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	688625	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	145597	21.1%
p	88151	12.8%
a	51384	7.5%
h	49666	7.2%
e	49119	7.1%
i	48525	7.0%
r	34885	5.1%
_	29465	4.3%
o	24559	3.6%
n	22585	3.3%
Other values (30)	144689	21.0%

flag
Categorical

HIGH CORRELATION IMBALANCE

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

SF	74945
S0	34851
REJ	11233
RSTR	2421
RSTO	1562
Other values (6)	961

Length

Max length	6
Median length	2
Mean length	2.1560414
Min length	2

Characters and Unicode

Total characters	271603
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	SF
3rd row	S0
4th row	SF
5th row	SF

Common Values

Value	Count	Frequency (%)
SF	74945	59.5%
S0	34851	27.7%
REJ	11233	8.9%
RSTR	2421	1.9%
RSTO	1562	1.2%
S1	365	0.3%
SH	271	0.2%
S2	127	0.1%
RSTOS0	103	0.1%
S3	49	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	74945	59.5%
s0	34851	27.7%
rej	11233	8.9%
rstr	2421	1.9%
rsto	1562	1.2%
s1	365	0.3%
sh	271	0.2%
s2	127	0.1%
rstos0	103	0.1%
s3	49	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	114797	42.3%
F	74945	27.6%
0	34954	12.9%
R	17740	6.5%
E	11233	4.1%
J	11233	4.1%
T	4132	1.5%
O	1711	0.6%
1	365	0.1%
H	317	0.1%
Other values (2)	176	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	236108	86.9%
Decimal Number	35495	13.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	114797	48.6%
F	74945	31.7%
R	17740	7.5%
E	11233	4.8%
J	11233	4.8%
T	4132	1.8%
O	1711	0.7%
H	317	0.1%

Decimal Number

Value	Count	Frequency (%)
0	34954	98.5%
1	365	1.0%
2	127	0.4%
3	49	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	236108	86.9%
Common	35495	13.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	114797	48.6%
F	74945	31.7%
R	17740	7.5%
E	11233	4.8%
J	11233	4.8%
T	4132	1.8%
O	1711	0.7%
H	317	0.1%

Common

Value	Count	Frequency (%)
0	34954	98.5%
1	365	1.0%
2	127	0.4%
3	49	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	271603	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	114797	42.3%
F	74945	27.6%
0	34954	12.9%
R	17740	6.5%
E	11233	4.1%
J	11233	4.1%
T	4132	1.5%
O	1711	0.6%
1	365	0.1%
H	317	0.1%
Other values (2)	176	0.1%

src_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	3341
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45566.743

Minimum	0
Maximum	1.3799639 × 10⁹
Zeros	49392
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	276
95-th percentile	1480
Maximum	1.3799639 × 10⁹
Range	1.3799639 × 10⁹
Interquartile range (IQR)	276

Descriptive statistics

Standard deviation	5870331.2
Coefficient of variation (CV)	128.82929
Kurtosis	39354.121
Mean	45566.743
Median Absolute Deviation (MAD)	44
Skewness	190.66935
Sum	5.7401793 × 10⁹
Variance	3.4460788 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49392	39.2%
8	3691	2.9%
1	2432	1.9%
44	2334	1.9%
45	2089	1.7%
1032	2001	1.6%
46	1294	1.0%
43	1284	1.0%
105	998	0.8%
147	948	0.8%
Other values (3331)	59510	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49392	39.2%
1	2432	1.9%
4	2	< 0.1%
5	28	< 0.1%
6	147	0.1%
7	107	0.1%
8	3691	2.9%
9	199	0.2%
10	195	0.2%
11	76	0.1%

Value	Count	Frequency (%)
1379963888	1	< 0.1%
1167519497	1	< 0.1%
693375640	1	< 0.1%
621568663	1	< 0.1%
381709090	1	< 0.1%
217277339	1	< 0.1%
89581520	1	< 0.1%
24418776	1	< 0.1%
21945520	1	< 0.1%
18828976	1	< 0.1%

dst_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	9326
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19779.114

Minimum	0
Maximum	1.3099374 × 10⁹
Zeros	67967
Zeros (%)	54.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	516
95-th percentile	8314
Maximum	1.3099374 × 10⁹
Range	1.3099374 × 10⁹
Interquartile range (IQR)	516

Descriptive statistics

Standard deviation	4021269.2
Coefficient of variation (CV)	203.30886
Kurtosis	90941.735
Mean	19779.114
Median Absolute Deviation (MAD)	0
Skewness	290.05291
Sum	2.4916344 × 10⁹
Variance	1.6170606 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67967	54.0%
105	1497	1.2%
8314	888	0.7%
330	528	0.4%
331	512	0.4%
44	511	0.4%
42	478	0.4%
328	470	0.4%
332	469	0.4%
4	454	0.4%
Other values (9316)	52199	41.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	67967	54.0%
1	22	< 0.1%
3	1	< 0.1%
4	454	0.4%
5	4	< 0.1%
6	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	47	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
1309937401	1	< 0.1%
400291060	2	< 0.1%
7028652	1	< 0.1%
5155468	1	< 0.1%
5153771	1	< 0.1%
5153460	1	< 0.1%
5151385	1	< 0.1%
5151154	1	< 0.1%
5151049	1	< 0.1%
5150938	1	< 0.1%

land
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125948
1	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

wrong_fragment
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124883
3	884
1	206

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

urgent
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125964
1	5
2	3
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

hot
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20440888

Minimum	0
Maximum	77
Zeros	123302
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1499684
Coefficient of variation (CV)	10.51798
Kurtosis	168.01426
Mean	0.20440888
Median Absolute Deviation (MAD)	0
Skewness	12.589886
Sum	25750
Variance	4.6223643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123302	97.9%
2	1037	0.8%
1	369	0.3%
28	277	0.2%
30	256	0.2%
4	173	0.1%
6	140	0.1%
5	76	0.1%
24	68	0.1%
19	57	< 0.1%
Other values (18)	218	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123302	97.9%
1	369	0.3%
2	1037	0.8%
3	54	< 0.1%
4	173	0.1%
5	76	0.1%
6	140	0.1%
7	5	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
44	2	< 0.1%
33	1	< 0.1%
30	256	0.2%
28	277	0.2%
25	2	< 0.1%
24	68	0.1%
22	55	< 0.1%
21	1	< 0.1%
20	9	< 0.1%

num_failed_logins
Real number (ℝ)

SKEWED ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0012224842

Minimum	0
Maximum	5
Zeros	125851
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.045239139
Coefficient of variation (CV)	37.005909
Kurtosis	3869.0693
Mean	0.0012224842
Median Absolute Deviation (MAD)	0
Skewness	53.764424
Sum	154
Variance	0.0020465797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	125851	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125851	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	3	< 0.1%
3	5	< 0.1%
2	9	< 0.1%
1	104	0.1%
0	125851	99.9%

logged_in
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	76121
1	49852

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

Most occurring characters

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

num_compromised
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	88
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27925032

Minimum	0
Maximum	7479
Zeros	124687
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7479
Range	7479
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.942042
Coefficient of variation (CV)	85.736849
Kurtosis	75956.228
Mean	0.27925032
Median Absolute Deviation (MAD)	0
Skewness	250.10788
Sum	35178
Variance	573.22139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124687	99.0%
1	976	0.8%
2	98	0.1%
4	40	< 0.1%
3	38	< 0.1%
6	19	< 0.1%
5	17	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
Other values (78)	87	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124687	99.0%
1	976	0.8%
2	98	0.1%
3	38	< 0.1%
4	40	< 0.1%
5	17	< 0.1%
6	19	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
7479	1	< 0.1%
1739	1	< 0.1%
1043	1	< 0.1%
884	2	< 0.1%
809	1	< 0.1%
789	1	< 0.1%
767	1	< 0.1%
761	1	< 0.1%
756	1	< 0.1%
751	1	< 0.1%

root_shell
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125804
1	169

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

su_attempted
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125893
2	59
1	21

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

num_root
Real number (ℝ)

SKEWED ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.30219174

Minimum	0
Maximum	7468
Zeros	125324
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7468
Range	7468
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	24.399618
Coefficient of variation (CV)	80.742174
Kurtosis	70070.209
Mean	0.30219174
Median Absolute Deviation (MAD)	0
Skewness	236.91372
Sum	38068
Variance	595.34136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	125324	99.5%
1	273	0.2%
9	121	0.1%
6	99	0.1%
2	33	< 0.1%
5	24	< 0.1%
4	12	< 0.1%
3	7	< 0.1%
7	2	< 0.1%
857	2	< 0.1%
Other values (72)	76	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125324	99.5%
1	273	0.2%
2	33	< 0.1%
3	7	< 0.1%
4	12	< 0.1%
5	24	< 0.1%
6	99	0.1%
7	2	< 0.1%
8	1	< 0.1%
9	121	0.1%

Value	Count	Frequency (%)
7468	1	< 0.1%
1743	1	< 0.1%
1045	1	< 0.1%
993	1	< 0.1%
975	1	< 0.1%
889	1	< 0.1%
867	1	< 0.1%
857	2	< 0.1%
849	1	< 0.1%
841	1	< 0.1%

num_file_creations
Real number (ℝ)

SKEWED ZEROS

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.012669382

Minimum	0
Maximum	43
Zeros	125686
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	43
Range	43
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.48393507
Coefficient of variation (CV)	38.197213
Kurtosis	3603.3117
Mean	0.012669382
Median Absolute Deviation (MAD)	0
Skewness	55.665341
Sum	1596
Variance	0.23419315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	125686	99.8%
1	151	0.1%
2	41	< 0.1%
4	13	< 0.1%
3	5	< 0.1%
8	5	< 0.1%
15	5	< 0.1%
10	5	< 0.1%
5	5	< 0.1%
17	5	< 0.1%
Other values (25)	52	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125686	99.8%
1	151	0.1%
2	41	< 0.1%
3	5	< 0.1%
4	13	< 0.1%
5	5	< 0.1%
6	3	< 0.1%
7	4	< 0.1%
8	5	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
43	1	< 0.1%
40	3	< 0.1%
38	1	< 0.1%
36	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	3	< 0.1%

num_shells
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125926
1	42
2	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

num_access_files
Real number (ℝ)

SKEWED ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0040961158

Minimum	0
Maximum	9
Zeros	125602
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.099369556
Coefficient of variation (CV)	24.259459
Kurtosis	2862.8044
Mean	0.0040961158
Median Absolute Deviation (MAD)	0
Skewness	45.554961
Sum	516
Variance	0.0098743086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	125602	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
6	4	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125602	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
4	5	< 0.1%
5	6	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
8	3	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
3	8	< 0.1%
2	29	< 0.1%
1	313	0.2%
0	125602	99.7%

num_outbound_cmds
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125973

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125973	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125973	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	125973	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125973	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125973	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125973	100.0%

is_host_login
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125972
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

is_guest_login
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124786
1	1187

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125973
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125973	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	125973	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

count
Real number (ℝ)

Distinct	512
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.107555

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	14
Q3	143
95-th percentile	286
Maximum	511
Range	511
Interquartile range (IQR)	141

Descriptive statistics

Standard deviation	114.50861
Coefficient of variation (CV)	1.3614545
Kurtosis	2.0069166
Mean	84.107555
Median Absolute Deviation (MAD)	13
Skewness	1.5142745
Sum	10595281
Variance	13112.221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	27763	22.0%
2	9474	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%
10	1610	1.3%
Other values (502)	68282	54.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	27763	22.0%
2	9474	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%

Value	Count	Frequency (%)
511	1437	1.1%
510	307	0.2%
509	243	0.2%
508	31	< 0.1%
507	6	< 0.1%
506	3	< 0.1%
505	2	< 0.1%
504	3	< 0.1%
503	4	< 0.1%
502	5	< 0.1%

srv_count
Real number (ℝ)

Distinct	509
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.737888

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	158
Maximum	511
Range	511
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.63584
Coefficient of variation (CV)	2.6186507
Kurtosis	24.244484
Mean	27.737888
Median Absolute Deviation (MAD)	7
Skewness	4.6941619
Sum	3494225
Variance	5275.9652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	25398	20.2%
2	12820	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%
11	3293	2.6%
Other values (499)	52591	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	25398	20.2%
2	12820	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%

Value	Count	Frequency (%)
511	1012	0.8%
510	160	0.1%
509	49	< 0.1%
508	11	< 0.1%
507	3	< 0.1%
503	1	< 0.1%
502	2	< 0.1%
501	1	< 0.1%
500	2	< 0.1%
499	2	< 0.1%

serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	89
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28448453

Minimum	0
Maximum	1
Zeros	86829
Zeros (%)	68.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44645562
Coefficient of variation (CV)	1.5693494
Kurtosis	-1.0546041
Mean	0.28448453
Median Absolute Deviation (MAD)	0
Skewness	0.96320051
Sum	35837.37
Variance	0.19932262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86829	68.9%
1	34439	27.3%
0.5	493	0.4%
0.33	321	0.3%
0.07	305	0.2%
0.06	298	0.2%
0.08	254	0.2%
0.99	250	0.2%
0.01	216	0.2%
0.25	208	0.2%
Other values (79)	2360	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86829	68.9%
0.01	216	0.2%
0.02	84	0.1%
0.03	150	0.1%
0.04	131	0.1%
0.05	192	0.2%
0.06	298	0.2%
0.07	305	0.2%
0.08	254	0.2%
0.09	189	0.2%

Value	Count	Frequency (%)
1	34439	27.3%
0.99	250	0.2%
0.98	64	0.1%
0.97	79	0.1%
0.96	41	< 0.1%
0.95	29	< 0.1%
0.94	25	< 0.1%
0.93	18	< 0.1%
0.92	15	< 0.1%
0.91	8	< 0.1%

srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	86
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28248537

Minimum	0
Maximum	1
Zeros	88754
Zeros (%)	70.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4470225
Coefficient of variation (CV)	1.5824625
Kurtosis	-1.0442938
Mean	0.28248537
Median Absolute Deviation (MAD)	0
Skewness	0.97059724
Sum	35585.53
Variance	0.19982911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88754	70.5%
1	34874	27.7%
0.5	432	0.3%
0.33	273	0.2%
0.25	233	0.2%
0.2	132	0.1%
0.17	114	0.1%
0.05	93	0.1%
0.03	92	0.1%
0.04	83	0.1%
Other values (76)	893	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	88754	70.5%
0.01	6	< 0.1%
0.02	60	< 0.1%
0.03	92	0.1%
0.04	83	0.1%
0.05	93	0.1%
0.06	65	0.1%
0.07	67	0.1%
0.08	63	0.1%
0.09	44	< 0.1%

Value	Count	Frequency (%)
1	34874	27.7%
0.96	1	< 0.1%
0.95	40	< 0.1%
0.94	13	< 0.1%
0.93	8	< 0.1%
0.92	12	< 0.1%
0.91	16	< 0.1%
0.9	10	< 0.1%
0.89	12	< 0.1%
0.88	11	< 0.1%

rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11995848

Minimum	0
Maximum	1
Zeros	109783
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.32043552
Coefficient of variation (CV)	2.6712202
Kurtosis	3.4458471
Mean	0.11995848
Median Absolute Deviation (MAD)	0
Skewness	2.3255316
Sum	15111.53
Variance	0.10267892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109783	87.1%
1	12874	10.2%
0.9	269	0.2%
0.92	216	0.2%
0.93	210	0.2%
0.89	196	0.2%
0.91	187	0.1%
0.5	163	0.1%
0.88	141	0.1%
0.95	137	0.1%
Other values (72)	1797	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109783	87.1%
0.01	61	< 0.1%
0.02	77	0.1%
0.03	99	0.1%
0.04	55	< 0.1%
0.05	37	< 0.1%
0.06	25	< 0.1%
0.07	23	< 0.1%
0.08	23	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	12874	10.2%
0.99	23	< 0.1%
0.98	17	< 0.1%
0.97	32	< 0.1%
0.96	72	0.1%
0.95	137	0.1%
0.94	121	0.1%
0.93	210	0.2%
0.92	216	0.2%
0.91	187	0.1%

srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	62
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12118327

Minimum	0
Maximum	1
Zeros	109767
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.32364723
Coefficient of variation (CV)	2.6707253
Kurtosis	3.4458342
Mean	0.12118327
Median Absolute Deviation (MAD)	0
Skewness	2.3270328
Sum	15265.82
Variance	0.10474753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109767	87.1%
1	14827	11.8%
0.5	244	0.2%
0.33	160	0.1%
0.25	114	0.1%
0.2	92	0.1%
0.17	73	0.1%
0.04	50	< 0.1%
0.03	47	< 0.1%
0.14	45	< 0.1%
Other values (52)	554	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109767	87.1%
0.01	3	< 0.1%
0.02	40	< 0.1%
0.03	47	< 0.1%
0.04	50	< 0.1%
0.05	42	< 0.1%
0.06	33	< 0.1%
0.07	27	< 0.1%
0.08	40	< 0.1%
0.09	24	< 0.1%

Value	Count	Frequency (%)
1	14827	11.8%
0.96	2	< 0.1%
0.95	1	< 0.1%
0.92	2	< 0.1%
0.9	1	< 0.1%
0.89	3	< 0.1%
0.88	4	< 0.1%
0.87	3	< 0.1%
0.86	5	< 0.1%
0.85	10	< 0.1%

same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66092766

Minimum	0
Maximum	1
Zeros	2766
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.43962286
Coefficient of variation (CV)	0.66516033
Kurtosis	-1.6097658
Mean	0.66092766
Median Absolute Deviation (MAD)	0
Skewness	-0.57249948
Sum	83259.04
Variance	0.19326826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	76812	61.0%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.07	3438	2.7%
0.04	3227	2.6%
0.06	3220	2.6%
0.05	3088	2.5%
0.08	2815	2.2%
0	2766	2.2%
Other values (91)	19461	15.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2766	2.2%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.04	3227	2.6%
0.05	3088	2.5%
0.06	3220	2.6%
0.07	3438	2.7%
0.08	2815	2.2%
0.09	1957	1.6%

Value	Count	Frequency (%)
1	76812	61.0%
0.99	759	0.6%
0.98	97	0.1%
0.97	44	< 0.1%
0.96	16	< 0.1%
0.95	14	< 0.1%
0.94	21	< 0.1%
0.93	33	< 0.1%
0.92	43	< 0.1%
0.91	25	< 0.1%

diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	95
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.063052638

Minimum	0
Maximum	1
Zeros	76217
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.18031441
Coefficient of variation (CV)	2.8597441
Kurtosis	18.899472
Mean	0.063052638
Median Absolute Deviation (MAD)	0
Skewness	4.3798154
Sum	7942.93
Variance	0.032513286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	76217	60.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.05	6887	5.5%
1	3438	2.7%
0.08	1883	1.5%
0.01	1013	0.8%
0.09	645	0.5%
0.04	627	0.5%
0.5	549	0.4%
Other values (85)	6201	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76217	60.5%
0.01	1013	0.8%
0.02	264	0.2%
0.03	282	0.2%
0.04	627	0.5%
0.05	6887	5.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.08	1883	1.5%
0.09	645	0.5%

Value	Count	Frequency (%)
1	3438	2.7%
0.99	39	< 0.1%
0.98	6	< 0.1%
0.97	7	< 0.1%
0.96	29	< 0.1%
0.95	39	< 0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%
0.9	1	< 0.1%
0.89	1	< 0.1%

srv_diff_host_rate
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.097321648

Minimum	0
Maximum	1
Zeros	97574
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2598305
Coefficient of variation (CV)	2.6698119
Kurtosis	6.8163072
Mean	0.097321648
Median Absolute Deviation (MAD)	0
Skewness	2.8603545
Sum	12259.9
Variance	0.067511888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97574	77.5%
1	8143	6.5%
0.01	2865	2.3%
0.5	982	0.8%
0.67	975	0.8%
0.12	904	0.7%
0.33	790	0.6%
0.02	771	0.6%
0.11	732	0.6%
0.25	724	0.6%
Other values (50)	11513	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97574	77.5%
0.01	2865	2.3%
0.02	771	0.6%
0.03	218	0.2%
0.04	187	0.1%
0.05	325	0.3%
0.06	520	0.4%
0.07	519	0.4%
0.08	653	0.5%
0.09	618	0.5%

Value	Count	Frequency (%)
1	8143	6.5%
0.88	1	< 0.1%
0.83	7	< 0.1%
0.8	60	< 0.1%
0.75	235	0.2%
0.71	9	< 0.1%
0.67	975	0.8%
0.62	7	< 0.1%
0.6	178	0.1%
0.57	33	< 0.1%

dst_host_count
Real number (ℝ)

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.14894

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	82
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	173

Descriptive statistics

Standard deviation	99.206213
Coefficient of variation (CV)	0.54464336
Kurtosis	-1.0657728
Mean	182.14894
Median Absolute Deviation (MAD)	0
Skewness	-0.83343768
Sum	22945849
Variance	9841.8727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	74099	58.8%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%
Other values (246)	40302	32.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%

Value	Count	Frequency (%)
255	74099	58.8%
254	70	0.1%
253	89	0.1%
252	77	0.1%
251	90	0.1%
250	93	0.1%
249	78	0.1%
248	87	0.1%
247	89	0.1%
246	83	0.1%

dst_host_srv_count
Real number (ℝ)

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.65301

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	63
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.70274
Coefficient of variation (CV)	0.95719727
Kurtosis	-1.7563349
Mean	115.65301
Median Absolute Deviation (MAD)	61
Skewness	0.28372119
Sum	14569156
Variance	12255.097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	35993	28.6%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
20	2300	1.8%
254	2238	1.8%
6	2222	1.8%
19	2190	1.7%
Other values (246)	59828	47.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
6	2222	1.8%
7	2160	1.7%
8	2072	1.6%
9	1948	1.5%

Value	Count	Frequency (%)
255	35993	28.6%
254	2238	1.8%
253	472	0.4%
252	213	0.2%
251	402	0.3%
250	302	0.2%
249	248	0.2%
248	205	0.2%
247	220	0.2%
246	196	0.2%

dst_host_same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52124169

Minimum	0
Maximum	1
Zeros	6927
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.44894936
Coefficient of variation (CV)	0.86130747
Kurtosis	-1.8840459
Mean	0.52124169
Median Absolute Deviation (MAD)	0.49
Skewness	-0.010448021
Sum	65662.38
Variance	0.20155553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	49059	38.9%
0.01	7780	6.2%
0	6927	5.5%
0.02	6593	5.2%
0.07	5672	4.5%
0.04	5208	4.1%
0.05	4951	3.9%
0.03	4049	3.2%
0.06	3444	2.7%
0.08	2816	2.2%
Other values (91)	29474	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6927	5.5%
0.01	7780	6.2%
0.02	6593	5.2%
0.03	4049	3.2%
0.04	5208	4.1%
0.05	4951	3.9%
0.06	3444	2.7%
0.07	5672	4.5%
0.08	2816	2.2%
0.09	1740	1.4%

Value	Count	Frequency (%)
1	49059	38.9%
0.99	688	0.5%
0.98	821	0.7%
0.97	478	0.4%
0.96	675	0.5%
0.95	580	0.5%
0.94	393	0.3%
0.93	457	0.4%
0.92	341	0.3%
0.91	395	0.3%

dst_host_diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.082951109

Minimum	0
Maximum	1
Zeros	46989
Zeros (%)	37.3%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.1889218
Coefficient of variation (CV)	2.2775078
Kurtosis	12.63441
Mean	0.082951109
Median Absolute Deviation (MAD)	0.02
Skewness	3.6096004
Sum	10449.6
Variance	0.035691446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46989	37.3%
0.07	16570	13.2%
0.06	9787	7.8%
0.01	9295	7.4%
0.05	7321	5.8%
0.08	7001	5.6%
0.02	6716	5.3%
0.03	3563	2.8%
0.04	3091	2.5%
0.09	2569	2.0%
Other values (91)	13071	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46989	37.3%
0.01	9295	7.4%
0.02	6716	5.3%
0.03	3563	2.8%
0.04	3091	2.5%
0.05	7321	5.8%
0.06	9787	7.8%
0.07	16570	13.2%
0.08	7001	5.6%
0.09	2569	2.0%

Value	Count	Frequency (%)
1	2139	1.7%
0.99	31	< 0.1%
0.98	35	< 0.1%
0.97	86	0.1%
0.96	63	0.1%
0.95	87	0.1%
0.94	45	< 0.1%
0.93	54	< 0.1%
0.92	40	< 0.1%
0.91	86	0.1%

dst_host_same_src_port_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14837886

Minimum	0
Maximum	1
Zeros	63023
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.30899713
Coefficient of variation (CV)	2.0824876
Kurtosis	2.7624021
Mean	0.14837886
Median Absolute Deviation (MAD)	0
Skewness	2.0870394
Sum	18691.73
Variance	0.095479227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
1	10307	8.2%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.08	1086	0.9%
0.5	1077	0.9%
Other values (91)	18743	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.07	1051	0.8%
0.08	1086	0.9%
0.09	712	0.6%

Value	Count	Frequency (%)
1	10307	8.2%
0.99	139	0.1%
0.98	192	0.2%
0.97	145	0.1%
0.96	229	0.2%
0.95	220	0.2%
0.94	113	0.1%
0.93	159	0.1%
0.92	124	0.1%
0.91	149	0.1%

dst_host_srv_diff_host_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03254245

Minimum	0
Maximum	1
Zeros	86904
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.1125638
Coefficient of variation (CV)	3.4589838
Kurtosis	35.773236
Mean	0.03254245
Median Absolute Deviation (MAD)	0
Skewness	5.5481745
Sum	4099.47
Variance	0.01267061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86904	69.0%
0.02	7952	6.3%
0.01	7146	5.7%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.5	1550	1.2%
0.06	1330	1.1%
0.07	1036	0.8%
0.25	951	0.8%
Other values (65)	6815	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86904	69.0%
0.01	7146	5.7%
0.02	7952	6.3%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.06	1330	1.1%
0.07	1036	0.8%
0.08	488	0.4%
0.09	414	0.3%

Value	Count	Frequency (%)
1	691	0.5%
0.97	2	< 0.1%
0.93	1	< 0.1%
0.88	1	< 0.1%
0.86	2	< 0.1%
0.83	2	< 0.1%
0.8	4	< 0.1%
0.78	1	< 0.1%
0.75	17	< 0.1%
0.73	2	< 0.1%

dst_host_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28445246

Minimum	0
Maximum	1
Zeros	81386
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44478405
Coefficient of variation (CV)	1.5636499
Kurtosis	-1.0469956
Mean	0.28445246
Median Absolute Deviation (MAD)	0
Skewness	0.96595232
Sum	35833.33
Variance	0.19783285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81386	64.6%
1	33562	26.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.09	419	0.3%
0.08	413	0.3%
0.04	372	0.3%
0.99	304	0.2%
0.05	298	0.2%
Other values (91)	4005	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81386	64.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.04	372	0.3%
0.05	298	0.2%
0.06	174	0.1%
0.07	197	0.2%
0.08	413	0.3%
0.09	419	0.3%

Value	Count	Frequency (%)
1	33562	26.6%
0.99	304	0.2%
0.98	169	0.1%
0.97	100	0.1%
0.96	102	0.1%
0.95	71	0.1%
0.94	87	0.1%
0.93	76	0.1%
0.92	53	< 0.1%
0.91	48	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27848452

Minimum	0
Maximum	1
Zeros	85360
Zeros (%)	67.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44566912
Coefficient of variation (CV)	1.6003372
Kurtosis	-1.007992
Mean	0.27848452
Median Absolute Deviation (MAD)	0
Skewness	0.99173363
Sum	35081.53
Variance	0.19862097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85360	67.8%
1	34256	27.2%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.5	107	0.1%
0.05	76	0.1%
0.08	72	0.1%
0.07	71	0.1%
Other values (90)	1358	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85360	67.8%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.05	76	0.1%
0.06	53	< 0.1%
0.07	71	0.1%
0.08	72	0.1%
0.09	57	< 0.1%

Value	Count	Frequency (%)
1	34256	27.2%
0.98	53	< 0.1%
0.97	56	< 0.1%
0.96	44	< 0.1%
0.95	26	< 0.1%
0.94	22	< 0.1%
0.93	20	< 0.1%
0.92	26	< 0.1%
0.91	20	< 0.1%
0.9	15	< 0.1%

dst_host_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11883181

Minimum	0
Maximum	1
Zeros	103178
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.30655746
Coefficient of variation (CV)	2.5797592
Kurtosis	3.6927487
Mean	0.11883181
Median Absolute Deviation (MAD)	0
Skewness	2.3474458
Sum	14969.6
Variance	0.093977475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103178	81.9%
1	10298	8.2%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.05	409	0.3%
0.04	397	0.3%
0.91	267	0.2%
0.92	257	0.2%
0.89	244	0.2%
Other values (91)	7404	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103178	81.9%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.04	397	0.3%
0.05	409	0.3%
0.06	220	0.2%
0.07	164	0.1%
0.08	147	0.1%
0.09	104	0.1%

Value	Count	Frequency (%)
1	10298	8.2%
0.99	52	< 0.1%
0.98	68	0.1%
0.97	106	0.1%
0.96	168	0.1%
0.95	123	0.1%
0.94	135	0.1%
0.93	111	0.1%
0.92	257	0.2%
0.91	267	0.2%

dst_host_srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12023989

Minimum	0
Maximum	1
Zeros	106616
Zeros (%)	84.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31945939
Coefficient of variation (CV)	2.6568503
Kurtosis	3.5206619
Mean	0.12023989
Median Absolute Deviation (MAD)	0
Skewness	2.3379263
Sum	15146.98
Variance	0.1020543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	106616	84.6%
1	13231	10.5%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.05	351	0.3%
0.04	344	0.3%
0.98	189	0.2%
0.99	188	0.1%
0.06	185	0.1%
Other values (91)	2547	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	106616	84.6%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.04	344	0.3%
0.05	351	0.3%
0.06	185	0.1%
0.07	97	0.1%
0.08	66	0.1%
0.09	39	< 0.1%

Value	Count	Frequency (%)
1	13231	10.5%
0.99	188	0.1%
0.98	189	0.2%
0.97	103	0.1%
0.96	78	0.1%
0.95	73	0.1%
0.94	75	0.1%
0.93	50	< 0.1%
0.92	38	< 0.1%
0.91	51	< 0.1%

attack_category
Categorical

HIGH CORRELATION IMBALANCE

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

normal	67343
neptune	41214
satan	3633
ipsweep	3599
portsweep	2931
Other values (18)	7253

Length

Max length	15
Median length	6
Mean length	6.3869877
Min length	3

Characters and Unicode

Total characters	804588
Distinct characters	24
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	neptune
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	67343	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
normal	67343	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	155805	19.4%
e	98333	12.2%
a	78971	9.8%
r	75715	9.4%
m	71529	8.9%
o	71472	8.9%
l	68309	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (14)	33924	4.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	804497	> 99.9%
Connector Punctuation	91	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	155805	19.4%
e	98333	12.2%
a	78971	9.8%
r	75715	9.4%
m	71529	8.9%
o	71472	8.9%
l	68309	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (13)	33833	4.2%

Connector Punctuation

Value	Count	Frequency (%)
_	91	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	804497	> 99.9%
Common	91	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	155805	19.4%
e	98333	12.2%
a	78971	9.8%
r	75715	9.4%
m	71529	8.9%
o	71472	8.9%
l	68309	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (13)	33833	4.2%

Common

Value	Count	Frequency (%)
_	91	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	804588	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	155805	19.4%
e	98333	12.2%
a	78971	9.8%
r	75715	9.4%
m	71529	8.9%
o	71472	8.9%
l	68309	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (14)	33924	4.2%

occurance
Real number (ℝ)

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.50406

Minimum	0
Maximum	21
Zeros	66
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2915029
Coefficient of variation (CV)	0.11748851
Kurtosis	13.369272
Mean	19.50406
Median Absolute Deviation (MAD)	1
Skewness	-2.8967749
Sum	2456985
Variance	5.2509857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
21	62557	49.7%
18	20667	16.4%
20	19339	15.4%
19	10284	8.2%
15	3990	3.2%
17	3074	2.4%
16	2393	1.9%
12	729	0.6%
14	674	0.5%
11	641	0.5%
Other values (12)	1625	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	0.1%
1	62	< 0.1%
2	54	< 0.1%
3	65	0.1%
4	79	0.1%
5	81	0.1%
6	96	0.1%
7	118	0.1%
8	106	0.1%
9	194	0.2%

Value	Count	Frequency (%)
21	62557	49.7%
20	19339	15.4%
19	10284	8.2%
18	20667	16.4%
17	3074	2.4%
16	2393	1.9%
15	3990	3.2%
14	674	0.5%
13	451	0.4%
12	729	0.6%

Auto

Heatmap
Table

	duration	src_bytes	dst_bytes	hot	num_failed_logins	num_compromised	num_root	num_file_creations	num_access_files	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	occurance	protocol_type	service	flag	land	wrong_fragment	urgent	logged_in	root_shell	su_attempted	num_shells	is_host_login	is_guest_login	attack_category
duration	1.000	0.226	0.149	0.229	0.058	0.080	0.042	0.087	0.048	-0.324	-0.319	-0.185	-0.182	0.051	0.046	0.169	-0.140	0.016	-0.067	-0.156	-0.140	0.196	0.182	-0.027	-0.156	-0.153	0.065	0.069	-0.008	0.082	0.160	0.185	0.000	0.000	0.009	0.065	0.163	0.182	0.000	0.000	0.019	0.164
src_bytes	0.226	1.000	0.700	0.204	0.013	0.155	0.081	0.073	0.063	-0.524	-0.053	-0.674	-0.653	-0.363	-0.344	0.753	-0.705	0.289	-0.405	0.621	0.617	-0.525	0.377	0.344	-0.624	-0.609	-0.229	-0.259	0.280	0.000	0.007	0.090	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.013
dst_bytes	0.149	0.700	1.000	0.200	0.025	0.171	-0.013	0.040	0.068	-0.440	-0.017	-0.536	-0.510	-0.300	-0.278	0.630	-0.608	0.310	-0.342	0.708	0.667	-0.625	0.059	0.327	-0.519	-0.483	-0.219	-0.186	0.460	0.000	0.000	0.023	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.018
hot	0.229	0.204	0.200	1.000	0.093	0.515	0.009	0.053	0.002	-0.153	-0.143	-0.086	-0.083	-0.009	0.012	0.107	-0.104	-0.028	-0.069	0.005	0.063	-0.060	-0.002	-0.066	-0.064	-0.070	0.095	0.095	-0.152	0.026	0.275	0.026	0.000	0.000	0.000	0.099	0.046	0.012	0.015	0.000	0.821	0.154
num_failed_logins	0.058	0.013	0.025	0.093	1.000	0.035	0.037	0.063	0.003	-0.038	-0.040	-0.018	-0.018	0.031	0.030	0.023	-0.022	-0.017	-0.031	-0.019	0.007	-0.003	0.015	-0.018	0.007	0.008	0.030	0.029	-0.049	0.008	0.079	0.052	0.000	0.000	0.211	0.015	0.044	0.105	0.000	0.000	0.015	0.313
num_compromised	0.080	0.155	0.171	0.515	0.035	1.000	0.165	0.112	0.093	-0.087	-0.079	-0.062	-0.060	-0.002	0.027	0.076	-0.075	-0.014	-0.047	0.007	0.069	-0.068	-0.002	-0.053	-0.031	-0.028	0.125	0.148	-0.153	0.000	0.031	0.029	0.000	0.000	0.086	0.010	0.243	0.291	0.000	0.000	0.000	0.000
num_root	0.042	0.081	-0.013	0.009	0.037	0.165	1.000	0.111	0.101	-0.080	-0.080	-0.043	-0.041	-0.025	-0.026	0.050	-0.044	-0.027	-0.054	-0.031	-0.021	0.039	0.061	0.035	-0.032	-0.023	-0.011	-0.013	-0.002	0.000	0.039	0.029	0.000	0.000	0.071	0.013	0.288	0.344	0.000	0.000	0.000	0.000
num_file_creations	0.087	0.073	0.040	0.053	0.063	0.112	0.111	1.000	0.062	-0.052	-0.051	-0.022	-0.024	-0.015	-0.015	0.031	-0.029	-0.008	-0.021	-0.021	-0.010	0.019	0.016	0.002	-0.001	-0.007	0.001	0.002	-0.016	0.000	0.054	0.033	0.000	0.000	0.086	0.029	0.111	0.164	0.076	0.000	0.004	0.022
num_access_files	0.048	0.063	0.068	0.002	0.003	0.093	0.101	0.062	1.000	-0.054	-0.044	-0.032	-0.030	-0.019	-0.008	0.040	-0.039	0.009	-0.000	0.012	0.011	0.002	-0.015	-0.012	-0.023	-0.023	-0.010	-0.007	0.021	0.016	0.040	0.015	0.000	0.000	0.017	0.067	0.407	0.466	0.026	0.000	0.000	0.052
count	-0.324	-0.524	-0.440	-0.153	-0.038	-0.087	-0.080	-0.052	-0.054	1.000	0.519	0.578	0.542	0.071	0.065	-0.720	0.617	-0.325	0.620	-0.325	-0.429	0.362	-0.546	-0.531	0.536	0.505	0.022	0.024	-0.153	0.281	0.382	0.254	0.006	0.110	0.000	0.649	0.028	0.012	0.007	0.000	0.079	0.361
srv_count	-0.319	-0.053	-0.017	-0.143	-0.040	-0.079	-0.080	-0.051	-0.044	0.519	1.000	0.073	0.108	-0.208	-0.208	0.032	-0.039	0.235	0.218	0.300	0.257	-0.241	-0.197	-0.122	0.046	0.080	-0.213	-0.220	-0.053	0.547	0.360	0.083	0.000	0.268	0.000	0.229	0.007	0.000	0.000	0.000	0.029	0.301
serror_rate	-0.185	-0.674	-0.536	-0.086	-0.018	-0.062	-0.043	-0.022	-0.032	0.578	0.073	1.000	0.973	-0.174	-0.179	-0.755	0.674	-0.325	0.430	-0.523	-0.573	0.485	-0.485	-0.389	0.936	0.922	-0.227	-0.206	-0.162	0.217	0.246	0.391	0.023	0.138	0.000	0.494	0.017	0.000	0.003	0.000	0.061	0.311
srv_serror_rate	-0.182	-0.653	-0.510	-0.083	-0.018	-0.060	-0.041	-0.024	-0.030	0.542	0.108	0.973	1.000	-0.222	-0.237	-0.706	0.625	-0.305	0.411	-0.479	-0.528	0.439	-0.471	-0.369	0.919	0.942	-0.276	-0.259	-0.138	0.215	0.237	0.377	0.021	0.041	0.000	0.496	0.016	0.000	0.002	0.000	0.060	0.310
rerror_rate	0.051	-0.363	-0.300	-0.009	0.031	-0.002	-0.025	-0.015	-0.019	0.071	-0.208	-0.174	-0.222	1.000	0.966	-0.223	0.234	-0.149	0.083	-0.312	-0.292	0.288	-0.014	-0.078	-0.179	-0.224	0.839	0.884	-0.150	0.127	0.147	0.370	0.024	0.024	0.000	0.290	0.012	0.000	0.000	0.000	0.035	0.250
srv_rerror_rate	0.046	-0.344	-0.278	0.012	0.030	0.027	-0.026	-0.015	-0.008	0.065	-0.208	-0.179	-0.237	0.966	1.000	-0.210	0.213	-0.121	0.075	-0.297	-0.275	0.273	-0.020	-0.075	-0.187	-0.238	0.831	0.894	-0.141	0.128	0.112	0.361	0.000	0.024	0.000	0.293	0.006	0.000	0.000	0.000	0.035	0.211
same_srv_rate	0.169	0.753	0.630	0.107	0.023	0.076	0.050	0.031	0.040	-0.720	0.032	-0.755	-0.706	-0.223	-0.210	1.000	-0.920	0.385	-0.541	0.699	0.758	-0.651	0.525	0.488	-0.717	-0.678	-0.144	-0.157	0.177	0.211	0.320	0.296	0.006	0.045	0.000	0.606	0.027	0.011	0.007	0.000	0.072	0.321
diff_srv_rate	-0.140	-0.705	-0.608	-0.104	-0.022	-0.075	-0.044	-0.029	-0.039	0.617	-0.039	0.674	0.625	0.234	0.213	-0.920	1.000	-0.376	0.526	-0.668	-0.727	0.646	-0.443	-0.482	0.645	0.597	0.156	0.160	-0.211	0.119	0.160	0.146	0.000	0.016	0.000	0.174	0.000	0.000	0.000	0.000	0.017	0.224
srv_diff_host_rate	0.016	0.289	0.310	-0.028	-0.017	-0.014	-0.027	-0.008	0.009	-0.325	0.235	-0.325	-0.305	-0.149	-0.121	0.385	-0.376	1.000	-0.311	0.396	0.442	-0.404	0.160	0.342	-0.327	-0.301	-0.136	-0.125	0.138	0.278	0.258	0.109	0.041	0.107	0.000	0.335	0.011	0.000	0.000	0.000	0.040	0.212
dst_host_count	-0.067	-0.405	-0.342	-0.069	-0.031	-0.047	-0.054	-0.021	-0.000	0.620	0.218	0.430	0.411	0.083	0.075	-0.541	0.526	-0.311	1.000	-0.350	-0.532	0.435	-0.693	-0.838	0.423	0.380	0.052	0.030	-0.127	0.229	0.243	0.161	0.033	0.052	0.005	0.464	0.030	0.011	0.015	0.000	0.074	0.232
dst_host_srv_count	-0.156	0.621	0.708	0.005	-0.019	0.007	-0.031	-0.021	0.012	-0.325	0.300	-0.523	-0.479	-0.312	-0.297	0.699	-0.668	0.396	-0.350	1.000	0.919	-0.841	0.152	0.448	-0.528	-0.469	-0.265	-0.249	0.382	0.253	0.405	0.252	0.014	0.119	0.000	0.649	0.008	0.016	0.022	0.000	0.163	0.296
dst_host_same_srv_rate	-0.140	0.617	0.667	0.063	0.007	0.069	-0.021	-0.010	0.011	-0.429	0.257	-0.573	-0.528	-0.292	-0.275	0.758	-0.727	0.442	-0.532	0.919	1.000	-0.899	0.305	0.539	-0.582	-0.515	-0.247	-0.220	0.271	0.219	0.415	0.266	0.010	0.135	0.004	0.630	0.027	0.036	0.025	0.000	0.241	0.298
dst_host_diff_srv_rate	0.196	-0.525	-0.625	-0.060	-0.003	-0.068	0.039	0.019	0.002	0.362	-0.241	0.485	0.439	0.288	0.273	-0.651	0.646	-0.404	0.435	-0.841	-0.899	1.000	-0.213	-0.490	0.505	0.434	0.268	0.224	-0.260	0.173	0.212	0.218	0.007	0.075	0.011	0.176	0.010	0.016	0.000	0.027	0.030	0.276
dst_host_same_src_port_rate	0.182	0.377	0.059	-0.002	0.015	-0.002	0.061	0.016	-0.015	-0.546	-0.197	-0.485	-0.471	-0.014	-0.020	0.525	-0.443	0.160	-0.693	0.152	0.305	-0.213	1.000	0.561	-0.455	-0.450	0.039	-0.008	-0.124	0.436	0.287	0.151	0.037	0.149	0.004	0.212	0.006	0.000	0.031	0.000	0.039	0.272
dst_host_srv_diff_host_rate	-0.027	0.344	0.327	-0.066	-0.018	-0.053	0.035	0.002	-0.012	-0.531	-0.122	-0.389	-0.369	-0.078	-0.075	0.488	-0.482	0.342	-0.838	0.448	0.539	-0.490	0.561	1.000	-0.385	-0.340	-0.062	-0.038	0.213	0.439	0.295	0.089	0.101	0.054	0.103	0.144	0.028	0.020	0.000	0.000	0.020	0.357
dst_host_serror_rate	-0.156	-0.624	-0.519	-0.064	0.007	-0.031	-0.032	-0.001	-0.023	0.536	0.046	0.936	0.919	-0.179	-0.187	-0.717	0.645	-0.327	0.423	-0.528	-0.582	0.505	-0.455	-0.385	1.000	0.919	-0.195	-0.206	-0.175	0.213	0.250	0.343	0.023	0.079	0.000	0.497	0.028	0.038	0.016	0.068	0.062	0.315
dst_host_srv_serror_rate	-0.153	-0.609	-0.483	-0.070	0.008	-0.028	-0.023	-0.007	-0.023	0.505	0.080	0.922	0.942	-0.224	-0.238	-0.678	0.597	-0.301	0.380	-0.469	-0.515	0.434	-0.450	-0.340	0.919	1.000	-0.272	-0.250	-0.116	0.211	0.255	0.374	0.101	0.041	0.000	0.496	0.068	0.081	0.053	0.063	0.061	0.299
dst_host_rerror_rate	0.065	-0.229	-0.219	0.095	0.030	0.125	-0.011	0.001	-0.010	0.022	-0.213	-0.227	-0.276	0.839	0.831	-0.144	0.156	-0.136	0.052	-0.265	-0.247	0.268	0.039	-0.062	-0.195	-0.272	1.000	0.880	-0.191	0.124	0.146	0.327	0.000	0.152	0.000	0.278	0.017	0.009	0.006	0.000	0.033	0.239
dst_host_srv_rerror_rate	0.069	-0.259	-0.186	0.095	0.029	0.148	-0.013	0.002	-0.007	0.024	-0.220	-0.206	-0.259	0.884	0.894	-0.157	0.160	-0.125	0.030	-0.249	-0.220	0.224	-0.008	-0.038	-0.206	-0.250	0.880	1.000	-0.135	0.128	0.150	0.356	0.000	0.024	0.000	0.283	0.079	0.062	0.000	0.000	0.051	0.182
occurance	-0.008	0.280	0.460	-0.152	-0.049	-0.153	-0.002	-0.016	0.021	-0.153	-0.053	-0.162	-0.138	-0.150	-0.141	0.177	-0.211	0.138	-0.127	0.382	0.271	-0.260	-0.124	0.213	-0.175	-0.116	-0.191	-0.135	1.000	0.341	0.241	0.151	0.078	0.195	0.039	0.370	0.119	0.033	0.061	0.000	0.188	0.378
protocol_type	0.082	0.000	0.000	0.026	0.008	0.000	0.000	0.000	0.016	0.281	0.547	0.217	0.215	0.127	0.128	0.211	0.119	0.278	0.229	0.253	0.219	0.173	0.436	0.439	0.213	0.211	0.124	0.128	0.341	1.000	0.923	0.278	0.005	0.192	0.000	0.385	0.017	0.007	0.005	0.000	0.046	0.664
service	0.160	0.007	0.000	0.275	0.079	0.031	0.039	0.054	0.040	0.382	0.360	0.246	0.237	0.147	0.112	0.320	0.160	0.258	0.243	0.405	0.415	0.212	0.287	0.295	0.250	0.255	0.146	0.150	0.241	0.923	1.000	0.298	0.111	0.216	0.025	0.869	0.161	0.125	0.048	0.000	0.820	0.355
flag	0.185	0.090	0.023	0.026	0.052	0.029	0.029	0.033	0.015	0.254	0.083	0.391	0.377	0.370	0.361	0.296	0.146	0.109	0.161	0.252	0.266	0.218	0.151	0.089	0.343	0.374	0.327	0.356	0.151	0.278	0.298	1.000	0.021	0.054	0.000	0.653	0.053	0.051	0.007	0.000	0.079	0.435
land	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.023	0.021	0.024	0.000	0.006	0.000	0.041	0.033	0.014	0.010	0.007	0.037	0.101	0.023	0.101	0.000	0.000	0.078	0.005	0.111	0.021	1.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.848
wrong_fragment	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.110	0.268	0.138	0.041	0.024	0.024	0.045	0.016	0.107	0.052	0.119	0.135	0.075	0.149	0.054	0.079	0.041	0.152	0.024	0.195	0.192	0.216	0.054	0.000	1.000	0.000	0.076	0.000	0.000	0.000	0.000	0.008	0.984
urgent	0.009	0.000	0.000	0.000	0.211	0.086	0.071	0.086	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.004	0.011	0.004	0.103	0.000	0.000	0.000	0.000	0.039	0.000	0.025	0.000	0.000	0.000	1.000	0.007	0.112	0.098	0.000	0.000	0.000	0.169
logged_in	0.065	0.000	0.000	0.099	0.015	0.010	0.013	0.029	0.067	0.649	0.229	0.494	0.496	0.290	0.293	0.606	0.174	0.335	0.464	0.649	0.630	0.176	0.212	0.144	0.497	0.496	0.278	0.283	0.370	0.385	0.869	0.653	0.010	0.076	0.007	1.000	0.045	0.031	0.024	0.000	0.120	0.733
root_shell	0.163	0.000	0.000	0.046	0.044	0.243	0.288	0.111	0.407	0.028	0.007	0.017	0.016	0.012	0.006	0.027	0.000	0.011	0.030	0.008	0.027	0.010	0.006	0.028	0.028	0.068	0.017	0.079	0.119	0.017	0.161	0.053	0.000	0.000	0.112	0.045	1.000	0.610	0.145	0.000	0.000	0.342
su_attempted	0.182	0.000	0.000	0.012	0.105	0.291	0.344	0.164	0.466	0.012	0.000	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.011	0.016	0.036	0.016	0.000	0.020	0.038	0.081	0.009	0.062	0.033	0.007	0.125	0.051	0.000	0.000	0.098	0.031	0.610	1.000	0.023	0.000	0.000	0.110
num_shells	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.076	0.026	0.007	0.000	0.003	0.002	0.000	0.000	0.007	0.000	0.000	0.015	0.022	0.025	0.000	0.031	0.000	0.016	0.053	0.006	0.000	0.061	0.005	0.048	0.007	0.000	0.000	0.000	0.024	0.145	0.023	1.000	0.000	0.000	0.319
is_host_login	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.068	0.063	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
is_guest_login	0.019	0.000	0.000	0.821	0.015	0.000	0.000	0.004	0.000	0.079	0.029	0.061	0.060	0.035	0.035	0.072	0.017	0.040	0.074	0.163	0.241	0.030	0.039	0.020	0.062	0.061	0.033	0.051	0.188	0.046	0.820	0.079	0.000	0.008	0.000	0.120	0.000	0.000	0.000	0.000	1.000	0.301
attack_category	0.164	0.013	0.018	0.154	0.313	0.000	0.000	0.022	0.052	0.361	0.301	0.311	0.310	0.250	0.211	0.321	0.224	0.212	0.232	0.296	0.298	0.276	0.272	0.357	0.315	0.299	0.239	0.182	0.378	0.664	0.355	0.435	0.848	0.984	0.169	0.733	0.342	0.110	0.319	0.000	0.301	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	attack_category	occurance
0	tcp	ftp_data	SF	491	0	0	2	2	0.0	0.0	0.0	0.0	1.00	0.00	0.00	150	25	0.17	0.03	0.17	0.00	0.00	0.00	0.05	0.00	normal	20
1	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.00	0.00	normal	15
2	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.00	0.00	neptune	19
3	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.00	0.01	normal	21
4	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	normal	21
5	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.00	1.00	neptune	21
6	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21
7	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21
8	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21
9	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21

	duration	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	attack_category	occurance
125963	0	tcp	http	SF	334	1600	1	3	3	0.00	0.00	1.00	0.00	0.00	255	255	1.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21
125964	0	tcp	private	S0	0	0	0	128	9	1.00	1.00	0.07	0.05	0.00	255	12	0.05	0.06	0.00	0.00	1.00	1.0	0.00	neptune	21
125965	0	tcp	smtp	SF	2233	365	1	1	1	0.00	0.00	1.00	0.00	0.00	1	2	1.00	0.00	1.00	1.00	0.00	0.0	0.00	normal	19
125966	0	tcp	private	S0	0	0	0	113	3	1.00	1.00	0.03	0.07	0.00	255	13	0.05	0.07	0.00	0.00	1.00	1.0	0.00	neptune	21
125967	0	tcp	http	SF	359	375	1	3	11	0.33	0.09	1.00	0.00	0.18	3	255	1.00	0.00	0.33	0.04	0.33	0.0	0.00	normal	18
125968	0	tcp	private	S0	0	0	0	184	25	1.00	1.00	0.14	0.06	0.00	255	25	0.10	0.06	0.00	0.00	1.00	1.0	0.00	neptune	20
125969	8	udp	private	SF	105	145	0	2	2	0.00	0.00	1.00	0.00	0.00	255	244	0.96	0.01	0.01	0.00	0.00	0.0	0.00	normal	21
125970	0	tcp	smtp	SF	2231	384	1	1	1	0.00	0.00	1.00	0.00	0.00	255	30	0.12	0.06	0.00	0.00	0.72	0.0	0.01	normal	18
125971	0	tcp	klogin	S0	0	0	0	144	8	1.00	1.00	0.06	0.05	0.00	255	8	0.03	0.05	0.00	0.00	1.00	1.0	0.00	neptune	20
125972	0	tcp	ftp_data	SF	151	0	1	1	1	0.00	0.00	1.00	0.00	0.00	255	77	0.30	0.03	0.30	0.00	0.00	0.0	0.00	normal	21

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script